{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_dots = 20\n",
    "x = np.linspace(0, 1, n_dots)\n",
    "y = np.sqrt(x) + 0.2 * np.random.rand(n_dots) - 0.1\n",
    "\n",
    "Y = np.sqrt(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x480 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 6), dpi=80)\n",
    "\n",
    "models = [None, None, None]\n",
    "\n",
    "for index, order in enumerate([1, 3, 10]):\n",
    "    plt.subplot(1, 3, index + 1)\n",
    "    plt.plot(x, Y, linestyle=\"--\")\n",
    "    plt.scatter(x, y, color='red')\n",
    "\n",
    "    p = np.poly1d(np.polyfit(x, y, order))\n",
    "    plt.plot(x, p(x), linestyle=\"-\")\n",
    "    \n",
    "    plt.title(index + 1, fontsize=20)\n",
    "    \n",
    "    models[index] = p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(-90, -50, 'L2: $y = 0.24514009643716278 + 0.8268168304955148x$')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 针对一阶多项式的模型，不同的参数拟合出来的直线和训练样本对应的位置关系\n",
    "coeffs_1d = [0.2, 0.6]\n",
    "\n",
    "plt.figure(figsize=(9, 6))\n",
    "t = np.linspace(0, 1, 200)\n",
    "plt.plot(x, y, 'ro', t, models[0](t), '-', t, np.poly1d(coeffs_1d)(t), 'r-')\n",
    "plt.annotate(r'L1: $y = {1} + {0}x$'.format(coeffs_1d[0], coeffs_1d[1]),\n",
    "             xy=(0.8, np.poly1d(coeffs_1d)(0.8)), xycoords='data',\n",
    "             xytext=(-90, -50), textcoords='offset points', fontsize=16,\n",
    "             arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=.2\"))\n",
    "plt.annotate(r'L2: $y = {1} + {0}x$'.format(models[0].coeffs[0], models[0].coeffs[1]),\n",
    "             xy=(0.3, models[0](0.3)), xycoords='data',\n",
    "             xytext=(-90, -50), textcoords='offset points', fontsize=16,\n",
    "             arrowprops=dict(arrowstyle=\"->\", connectionstyle=\"arc3,rad=.2\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "n_dots = 200\n",
    "\n",
    "X = np.linspace(0, 1, n_dots)\n",
    "Y = np.sqrt(X) + 0.2 * np.random.rand(n_dots) - 0.1\n",
    "\n",
    "X = X.reshape(-1, 1)\n",
    "Y = Y.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "def polynomial_model(degree=1):\n",
    "    polynomial_features = PolynomialFeatures(degree=degree, include_bias=False)\n",
    "    linear_regression = LinearRegression()\n",
    "    \n",
    "    pipeline = Pipeline([\n",
    "        (\"polynomial_features\", polynomial_features),\n",
    "        (\"linear_regression\", linear_regression)\n",
    "    ])\n",
    "    \n",
    "    return pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import learning_curve, ShuffleSplit\n",
    "\n",
    "def plot_learning_curve(estimator, title, X, y, ylim=None, cv=None, n_jobs=1, train_sizes=np.linspace(.1, 1.0, 5)):\n",
    "    plt.title(title)\n",
    "    \n",
    "    if ylim is not None:\n",
    "        plt.ylim(*ylim)\n",
    "    \n",
    "    plt.xlabel(\"Training examples\")\n",
    "    plt.ylabel(\"Score\")\n",
    "    \n",
    "    train_sizes, train_scores, test_scores = learning_curve(estimator, X, y, cv=cv, n_jobs=n_jobs, train_sizes=train_sizes)\n",
    "    train_scores_mean = np.mean(train_scores, axis=1)\n",
    "    train_scores_std = np.std(train_scores, axis=1)\n",
    "    test_scores_mean = np.mean(test_scores, axis=1)\n",
    "    test_scores_std = np.std(test_scores, axis=1)\n",
    "    \n",
    "    plt.grid()\n",
    "    \n",
    "    plt.fill_between(train_sizes, train_scores_mean - train_scores_std, train_scores_mean + train_scores_std, alpha=0.1, color='r')\n",
    "    plt.fill_between(train_sizes, test_scores_mean - test_scores_std, test_scores_mean + test_scores_std, alpha=0.1, color='g')\n",
    "    \n",
    "    plt.plot(train_sizes, train_scores_mean, 'o-', color=\"r\", label=\"Training score\")\n",
    "    plt.plot(train_sizes, test_scores_mean, 'o-', color=\"g\", label=\"Cross-validation score\")\n",
    "    \n",
    "    plt.legend(loc=\"best\")\n",
    "    return plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3600x800 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cv = ShuffleSplit(n_splits=10, test_size=0.2, random_state=0)\n",
    "titles = [\n",
    "    'Learning Curves (under Fitting)',\n",
    "    'Learning Curves',\n",
    "    'Learning Curves (Over Fitting)'\n",
    "]\n",
    "degrees = [1, 3, 10]\n",
    "\n",
    "plt.figure(figsize=(18, 4), dpi=200)\n",
    "for i in range(len(degrees)):\n",
    "    plt.subplot(1, 3, i + 1)\n",
    "    plot_learning_curve(polynomial_model(degrees[i]), titles[i], X, Y, ylim=(0.75, 1.01), cv=cv)\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
